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2019 | OriginalPaper | Chapter

6. Weighted Overlay Analysis (WOA) Model, Certainty Factor (CF) Model and Analytical Hierarchy Process (AHP) Model in Landslide Susceptibility Studies

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Abstract

The present study is dealt with the application of weighted overlay analysis (WOA) model, certainty factor (CF) model, analytical hierarchy process (AHP) model for the preparation of landslide susceptibility zonation map of Darjeeling Himalaya. To perform three models, various data layers with regard to elevation, slope aspect, slope angle, slope curvature, geology, soil, lineament density, distance to lineament, drainage density, distance to drainage, stream power index (SPI), topographic wetted index (TWI), rainfall, normalized differential vegetation index (NDVI) and land use and land cover (LULC) were taken into account. For the preparation of various data layers, topographical maps, Google earth images, SRTM DEM, http://​www.​worldclim.​org, satellite image (Landsat TM) and some authorized data were being processed on GIS environment (ArcMap 10.1). The prepared landslide susceptibility maps of Darjeeling Himalaya were classified into five, i.e. very low, low, moderate, high, and very high landslide susceptibility. To validate three landslide susceptibility zonation maps derived from WOA, CF, and AHP models, ROC Curve and frequency ratio plot methods were incorporated. ROC curve showed the level of accuracy of each landslide susceptibility map. The study revealed that WOA, CF, and AHP were with the accuracy level of 65.4%, 81.2%, and 67.5%. Frequency ratio plots sugessted that moderate, high, and very high landslide susceptibility zones in Darjeeling Himalaya are experienced with greater probability landslide phenomena.

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Literature
go back to reference Abramson, L. Y., Alloy, L. B., & Hogan, M. E. (1995). Cognitive/personality subtypes of depression: Theories in search of disorders. Cognitive Therapy and Research, 21, 247–265.CrossRef Abramson, L. Y., Alloy, L. B., & Hogan, M. E. (1995). Cognitive/personality subtypes of depression: Theories in search of disorders. Cognitive Therapy and Research, 21, 247–265.CrossRef
go back to reference Ayalew, L., Yamagishi, H., Marui, H., & Kanno, T. (2005). Landslides in Sado island of Japan: Part II, GIS-based susceptibility mapping with comparisons of results from two methods and verifications. Engineering Geology, 81, 432–445.CrossRef Ayalew, L., Yamagishi, H., Marui, H., & Kanno, T. (2005). Landslides in Sado island of Japan: Part II, GIS-based susceptibility mapping with comparisons of results from two methods and verifications. Engineering Geology, 81, 432–445.CrossRef
go back to reference Basu, S. R., & Ghatowar, L. (1988). Landslide in the Lish Basin of the Eastern Himalayas and their control. In Geomorphology and environment. Allahabad: The Allahabad Geographical Society. Basu, S. R., & Ghatowar, L. (1988). Landslide in the Lish Basin of the Eastern Himalayas and their control. In Geomorphology and environment. Allahabad: The Allahabad Geographical Society.
go back to reference Biaghi, E., Luzi, L., Mandella, P., Pergalani, F., & Rampini, A. (1998). Slope instability zonation: A comparison between certainty factor and fuzzydempster shafer approaches. Natural Hazars, 17, 77–97.CrossRef Biaghi, E., Luzi, L., Mandella, P., Pergalani, F., & Rampini, A. (1998). Slope instability zonation: A comparison between certainty factor and fuzzydempster shafer approaches. Natural Hazars, 17, 77–97.CrossRef
go back to reference Chau, K. T., Sze, Y. L., Fung, M. K., Wong, W. Y., Fong, E. L., & Chan, L. C. P. (2004). Landslide hazard analysis for Hong Kong using landslide inventory and GIS. Computers & Geosciences, 30, 429–443.CrossRef Chau, K. T., Sze, Y. L., Fung, M. K., Wong, W. Y., Fong, E. L., & Chan, L. C. P. (2004). Landslide hazard analysis for Hong Kong using landslide inventory and GIS. Computers & Geosciences, 30, 429–443.CrossRef
go back to reference Chung, C. F., & Fabbri, A. G. (1993). The representation of geoscience information for data integration. Nonrenewable Resources, 2(2), 122–139.CrossRef Chung, C. F., & Fabbri, A. G. (1993). The representation of geoscience information for data integration. Nonrenewable Resources, 2(2), 122–139.CrossRef
go back to reference Dai, F. C., & Lee, C. F. (2002). Landslide characteristics and slope instability modelling using GIS, Lantau Island, Hong Kong. Geomorphology, 42, 213–228.CrossRef Dai, F. C., & Lee, C. F. (2002). Landslide characteristics and slope instability modelling using GIS, Lantau Island, Hong Kong. Geomorphology, 42, 213–228.CrossRef
go back to reference Donati, L., & Turrini, M. C. (2002). An objective method to rank, the importance of the factors predisposing to landslides with the GIS methodology: Application to an area of the Apennines (Valnerina; Perugia, Italy). Engineering Geology, 63, 277–289.CrossRef Donati, L., & Turrini, M. C. (2002). An objective method to rank, the importance of the factors predisposing to landslides with the GIS methodology: Application to an area of the Apennines (Valnerina; Perugia, Italy). Engineering Geology, 63, 277–289.CrossRef
go back to reference Dou, J., Oguchi, T., Hayakawa, Y. S., Uchiyama, S., Saito, H., & Paudel, U. (2014). GIS-based landslide susceptibility mapping using a certainty factor model and its validation in the Chuetsu area, central Japan. In Landslide science for a safer geoenvironment (pp. 419–424). New York: Springer.CrossRef Dou, J., Oguchi, T., Hayakawa, Y. S., Uchiyama, S., Saito, H., & Paudel, U. (2014). GIS-based landslide susceptibility mapping using a certainty factor model and its validation in the Chuetsu area, central Japan. In Landslide science for a safer geoenvironment (pp. 419–424). New York: Springer.CrossRef
go back to reference Guzzetti, F., Carrara, A., Cardinali, M., & Reichenbach, P. (1999). Landslide hazard evaluation: A review of current techniques and their application in a multi-scale study, Central Italy. Journal of Geomorphology, 31, 181–216.CrossRef Guzzetti, F., Carrara, A., Cardinali, M., & Reichenbach, P. (1999). Landslide hazard evaluation: A review of current techniques and their application in a multi-scale study, Central Italy. Journal of Geomorphology, 31, 181–216.CrossRef
go back to reference Heckeman. (1986). Probabilistic interpretation of MYCIN’s certainty factors. In L. N. Kanal & J. F. Lemmer (Eds.), Uncertainty in artificial intelligence B (pp. 298–311). New York: Elsevier. Heckeman. (1986). Probabilistic interpretation of MYCIN’s certainty factors. In L. N. Kanal & J. F. Lemmer (Eds.), Uncertainty in artificial intelligence B (pp. 298–311). New York: Elsevier.
go back to reference Ilia, I., Koumantakis, I., Rozos, D., Koukis, G., & Tsangaratos, P. (2015). A geographical information system (GIS) based probabilistic certainty factor approach in assessing landslide susceptibility: The case study of Kimi, Euboea, Greece. In Engineering geology for society and territory (Vol. 2, pp. 1199–1204). Berlin: Springer.CrossRef Ilia, I., Koumantakis, I., Rozos, D., Koukis, G., & Tsangaratos, P. (2015). A geographical information system (GIS) based probabilistic certainty factor approach in assessing landslide susceptibility: The case study of Kimi, Euboea, Greece. In Engineering geology for society and territory (Vol. 2, pp. 1199–1204). Berlin: Springer.CrossRef
go back to reference Jibson, R. W., Harp, E. L., & Michael, J. A. (2000). A method for producing digital probabilistic seismic landslide hazard maps. Engineering Geology, 58, 271–289.CrossRef Jibson, R. W., Harp, E. L., & Michael, J. A. (2000). A method for producing digital probabilistic seismic landslide hazard maps. Engineering Geology, 58, 271–289.CrossRef
go back to reference Kanungo, D. P., Sarkar, S., & Sharma, S. (2011). Combining neural network with fuzzy, certainty factor and likelihood ratio concepts for spatial prediction of landslides. Natural Hazards, 59(3), 1491–1512.CrossRef Kanungo, D. P., Sarkar, S., & Sharma, S. (2011). Combining neural network with fuzzy, certainty factor and likelihood ratio concepts for spatial prediction of landslides. Natural Hazards, 59(3), 1491–1512.CrossRef
go back to reference Kienholz, H. (1978). Maps of geomorphology and natural hazards of Grindelwald, Switzerland: Scale 1:10,000. Arctic and Alpine Research, 10, 169–184.CrossRef Kienholz, H. (1978). Maps of geomorphology and natural hazards of Grindelwald, Switzerland: Scale 1:10,000. Arctic and Alpine Research, 10, 169–184.CrossRef
go back to reference Komac, M. (2006). A landslide susceptibility model using the Analytical Hierarchy Process method and multivariate statistics in peialpine Slovenia. Geomorphology, 74, 17–28.CrossRef Komac, M. (2006). A landslide susceptibility model using the Analytical Hierarchy Process method and multivariate statistics in peialpine Slovenia. Geomorphology, 74, 17–28.CrossRef
go back to reference Liu, M., Chen, X., & Yang, S. (2014). Collapse landslide and mudslide hazard zonation. In Landslide science for a safer geoenvironment (pp. 457–462). Berlin: Springer.CrossRef Liu, M., Chen, X., & Yang, S. (2014). Collapse landslide and mudslide hazard zonation. In Landslide science for a safer geoenvironment (pp. 457–462). Berlin: Springer.CrossRef
go back to reference Malczewski, J. (1999). GIS and multi-criteria decision analysis (p. 392). New York: Wiley. Malczewski, J. (1999). GIS and multi-criteria decision analysis (p. 392). New York: Wiley.
go back to reference Moradi, M., Bazyar, M. H., & Mohammadi, Z. (2012). GIS-based landslide susceptibility mapping by AHP method: A case study, Dena City, Iran. Journal of Basic and Applied Scientific Research, 2, 6715–6723. Moradi, M., Bazyar, M. H., & Mohammadi, Z. (2012). GIS-based landslide susceptibility mapping by AHP method: A case study, Dena City, Iran. Journal of Basic and Applied Scientific Research, 2, 6715–6723.
go back to reference Pourghasemi, H. R., Pradhan, B., Gokceoglu, C., Mohammadi, M., & Moradi, H. R. (2013). Application of weights-of-evidence and certainty factor models and their comparison in landslide susceptibility mapping at Haraz Watershed, Iran. Arabian Journal of Geosciences, 6(7), 2351–2365.CrossRef Pourghasemi, H. R., Pradhan, B., Gokceoglu, C., Mohammadi, M., & Moradi, H. R. (2013). Application of weights-of-evidence and certainty factor models and their comparison in landslide susceptibility mapping at Haraz Watershed, Iran. Arabian Journal of Geosciences, 6(7), 2351–2365.CrossRef
go back to reference Praise, M., & Jibson, R. W. (2000). A seismic landslide susceptibility rating of geologic units based on analysis of characteristics of landslide triggered by the January 17, 1994 Northridge, California, earthquake. Engineering Geology, 58, 251–270.CrossRef Praise, M., & Jibson, R. W. (2000). A seismic landslide susceptibility rating of geologic units based on analysis of characteristics of landslide triggered by the January 17, 1994 Northridge, California, earthquake. Engineering Geology, 58, 251–270.CrossRef
go back to reference Rautelal, P., & Lakheraza, R. C. (2000). Landslide risk analysis between Giri and Tons Rivers in Himachal Himalaya, India. International Journal of Applied Earth Observation and Geoinformation, 2, 153–160.CrossRef Rautelal, P., & Lakheraza, R. C. (2000). Landslide risk analysis between Giri and Tons Rivers in Himachal Himalaya, India. International Journal of Applied Earth Observation and Geoinformation, 2, 153–160.CrossRef
go back to reference Saaty, T. L. (1977). A scaling method for priorities in hierarchical structures. Journal of Mathematical Psychology, 15, 234–281.CrossRef Saaty, T. L. (1977). A scaling method for priorities in hierarchical structures. Journal of Mathematical Psychology, 15, 234–281.CrossRef
go back to reference Saaty, T. L. (1980). The analytical hierarchy process. New York: McGraw-Hill. Saaty, T. L. (1980). The analytical hierarchy process. New York: McGraw-Hill.
go back to reference Saaty, T. L. (1994). Fundamentals of decision making and priority theory with analytic hierarchy process. Pittsburgh: RWS Publications. Saaty, T. L. (1994). Fundamentals of decision making and priority theory with analytic hierarchy process. Pittsburgh: RWS Publications.
go back to reference Saaty, T. L., & Vargas, G. L. (1991). Prediction, projection and forecasting. Dordrecht: Kluwer Academic.CrossRef Saaty, T. L., & Vargas, G. L. (1991). Prediction, projection and forecasting. Dordrecht: Kluwer Academic.CrossRef
go back to reference Saaty, T. L., & Vargas, G. L. (2001). Models, methods, concepts and applications of the analytic hierarchy process. Dordrecht: Kluwer.CrossRef Saaty, T. L., & Vargas, G. L. (2001). Models, methods, concepts and applications of the analytic hierarchy process. Dordrecht: Kluwer.CrossRef
go back to reference Shortliffe, E. H., & Buchanan, B. G. (1975). A model of inexact reasoning in medicine. Mathematical Biosciences, 23(3), 351–379.CrossRef Shortliffe, E. H., & Buchanan, B. G. (1975). A model of inexact reasoning in medicine. Mathematical Biosciences, 23(3), 351–379.CrossRef
go back to reference Spiker, E. C., & Gori, P. L. (2000). National landslide hazards mitigation strategy: A framework for loss reduction (p. 59). Reston: Department of the Interior, U.S. Geological Survey. Spiker, E. C., & Gori, P. L. (2000). National landslide hazards mitigation strategy: A framework for loss reduction (p. 59). Reston: Department of the Interior, U.S. Geological Survey.
go back to reference Sujatha, E. R., Rajamanickam, G. V., & Kumaravel, P. (2012). Landslide susceptibility analysis using probabilistic certainty factor approach: A case study on Tevankarai stream watershed, India. Journal of Earth System Sciences, 121(5), 1337–1350.CrossRef Sujatha, E. R., Rajamanickam, G. V., & Kumaravel, P. (2012). Landslide susceptibility analysis using probabilistic certainty factor approach: A case study on Tevankarai stream watershed, India. Journal of Earth System Sciences, 121(5), 1337–1350.CrossRef
go back to reference Varnes, D. J. (1978). Slope move types and processes. In R. L. Schuster & R. J. Krized (Eds.), Landslide analysis and control (pp. 12–33). New York: National Academy of Science. Varnes, D. J. (1978). Slope move types and processes. In R. L. Schuster & R. J. Krized (Eds.), Landslide analysis and control (pp. 12–33). New York: National Academy of Science.
go back to reference Varnes, D. J. (1981). Slope stability problems of the circum Pacific region as related to mineral and energy resource. In M. T. Halbouty (Ed.), Energy resources of the Pacific region. American Association of Petroleum Geologists Studies in Geology. No. 12 (pp. 489–505). Tulsa, Okla: American Association of Petroleum Geologist. Varnes, D. J. (1981). Slope stability problems of the circum Pacific region as related to mineral and energy resource. In M. T. Halbouty (Ed.), Energy resources of the Pacific region. American Association of Petroleum Geologists Studies in Geology. No. 12 (pp. 489–505). Tulsa, Okla: American Association of Petroleum Geologist.
go back to reference Yalcin, A. (2008). GIS-based landslide susceptibility mapping using analytical hierarchyprocess and bivariate statistics in Ardesen (Turkey): Comparisons of results andconfirmations. Catena, 72, 1–12.CrossRef Yalcin, A. (2008). GIS-based landslide susceptibility mapping using analytical hierarchyprocess and bivariate statistics in Ardesen (Turkey): Comparisons of results andconfirmations. Catena, 72, 1–12.CrossRef
go back to reference Zhou, C. H., Lee, C. F., Li, J., & Xu, Z. W. (2002). On the spatial relationship between landslides and causative factors on Lantau Island, Hong Kong. Geomorphology, 43, 197–207.CrossRef Zhou, C. H., Lee, C. F., Li, J., & Xu, Z. W. (2002). On the spatial relationship between landslides and causative factors on Lantau Island, Hong Kong. Geomorphology, 43, 197–207.CrossRef
Metadata
Title
Weighted Overlay Analysis (WOA) Model, Certainty Factor (CF) Model and Analytical Hierarchy Process (AHP) Model in Landslide Susceptibility Studies
Authors
Sujit Mandal
Subrata Mondal
Copyright Year
2019
DOI
https://doi.org/10.1007/978-3-319-93897-4_6

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